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Application of independent component analysis to the iKAGRA data

Authors
Akutsu, T.Ando, M.Arai, K.Arai, Y.Araki, S.Araya, A.Aritomi, N.Asada, H.Aso, Y.Atsuta, S.Awai, K.Bae, S.Bae, Y.Baiotti, L.Bajpai, R.Barton, M. A.Cannon, K.Capocasa, E.Chan, M.Chen, C.Chen, K.Chen, Y.Chu, H.Chu, Y-KCraig, K.Creus, W.Doi, K.Eda, K.Eguchi, S.Enomoto, Y.Flaminio, R.Fujii, Y.Fujimoto, M-KFukunaga, M.Fukushima, M.Furuhata, T.Ge, G.Hagiwara, A.Haino, S.Hasegawa, K.Hashino, K.Hayakawa, H.Hayama, K.Himemoto, Y.Hiranuma, Y.Hirata, N.Hirobayashi, S.Hirose, E.Hong, Z.Hsieh, B. H.Huang, G-ZHuang, P.Huang, Y.Ikenoue, B.Imam, S.Inayoshi, K.Inoue, Y.Ioka, K.Itoh, Y.Izumi, K.Jung, K.Jung, P.Kaji, T.Kajita, T.Kakizaki, M.Kamiizumi, M.Kanbara, S.Kanda, N.Kanemura, S.Kaneyama, M.Kang, G.Kasuya, J.Kataoka, Y.Kawaguchi, K.Kawai, N.Kawamura, S.Kawasaki, T.Kim, C.Kim, J. C.Kim, W. S.Kim, Y-MKimura, N.Kinugawa, T.Kirii, S.Kita, N.Kitaoka, Y.Kitazawa, H.Kojima, Y.Kokeyama, K.Komori, K.Kong, A. K. H.Kotake, K.Kozakai, C.Kozu, R.Kumar, R.Kume, J.Kuo, C.Kuo, H-SKuroyanagi, S.Kusayanagi, K.Kwak, K.Lee, H. K.Lee, H. M.Lee, H. W.Lee, R.Leonardi, M.Lin, C.Lin, C-YLin, F-LLiu, G. C.Liu, Y.Luo, L.Majorana, E.Mano, S.Marchio, M.Matsui, T.Matsushima, F.Michimura, Y.Mio, N.Miyakawa, O.Miyamoto, A.Miyamoto, T.Miyazaki, Y.Miyo, K.Miyoki, S.Morii, W.Morisaki, S.Moriwaki, Y.Morozumi, T.Musha, M.Nagano, K.Nagano, S.Nakamura, K.Nakamura, T.Nakano, H.Nakano, M.Nakao, K.Nakashima, R.Narikawa, T.Naticchioni, L.Negishi, R.NguyenQuynh, L.Ni, W-TNishizawa, A.Obuchi, Y.Ochi, T.Ogaki, W.Oh, J. J.Oh, S. H.Ohashi, M.Ohishi, N.Ohkawa, M.Okutomi, K.Oohara, K.Ooi, C. P.Oshino, S.Pan, K.Pang, H.Park, J.Arellano, F. E. PenaPinto, ISago, N.Saijo, M.Saito, S.Saito, Y.Sakai, K.Sakai, Y.Sakai, Y.Sakuno, Y.Sasaki, M.Sasaki, Y.Sato, S.Sato, T.Sawada, T.Sekiguchi, T.Sekiguchi, Y.Seto, N.Shibagaki, S.Shibata, M.Shimizu, R.Shimoda, T.Shimode, K.Shinkai, H.Shishido, T.Shoda, A.Somiya, K.Son, E. J.Sotani, H.Suemasa, A.Sugimoto, R.Suzuki, T.Suzuki, T.Tagoshi, H.Takahashi, H.Takahashi, R.Takamori, A.Takano, S.Takeda, H.Takeda, M.Tanaka, H.Tanaka, K.Tanaka, K.Tanaka, T.Tanaka, T.Tanioka, S.San Martin, E. N. TapiaTatsumi, D.Telada, S.Tomaru, T.Tomigami, Y.Tomura, T.Travasso, F.Trozzo, L.Tsang, T.Tsubono, K.Tsuchida, S.Tsuzuki, T.Tuyenbayev, D.Uchikata, N.Uchiyama, T.Ueda, A.Uehara, T.Ueki, S.Ueno, K.Ueshima, G.Uraguchi, F.Ushiba, T.van Putten, M. H. P. M.Vocca, H.Wada, S.Wakamatsu, T.Wang, J.Wu, C.Wu, H.Wu, S.Xu, W-RYamada, T.Yamamoto, A.Yamamoto, K.Yamamoto, K.Yamamoto, S.Yamamoto, T.Yokogawa, K.Yokoyama, J.Yokozawa, T.Yoon, T. H.Yoshioka, T.Yuzurihara, H.Zeidler, S.Zhao, Y.Zhu, Z-H
Issue Date
5월-2020
Publisher
OXFORD UNIV PRESS INC
Citation
PROGRESS OF THEORETICAL AND EXPERIMENTAL PHYSICS, v.2020, no.5
Indexed
SCIE
SCOPUS
Journal Title
PROGRESS OF THEORETICAL AND EXPERIMENTAL PHYSICS
Volume
2020
Number
5
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/130657
DOI
10.1093/ptep/ptaa056
ISSN
2050-3911
Abstract
We apply independent component analysis (ICA) to real data from a gravitational wave detector for the first time. Specifically, we use the iKAGRA data taken in April 2016, and calculate the correlations between the gravitational wave strain channel and 35 physical environmental channels. Using a couple of seismic channels which are found to be strongly correlated with the strain, we perform ICA. Injecting a sinusoidal continuous signal in the strain channel, we find that ICA recovers correct parameters with enhanced signal-to-noise ratio, which demonstrates the usefulness of this method. Among the two implementations of ICA used here, we find the correlation method yields the optimal results for the case of environmental noise acting on the strain channel linearly.
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이과대학 (물리학과)
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